AI Slop Code RIsk Monitor

007revad/Synology_HDD_db

Add your HDD, SSD and NVMe drives to your Synology's compatible drive database and a lot more

17.3 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for 007revad/Synology_HDD_db, a Shell project with 5,902 GitHub stars. SynthScan examined 4,703 lines of code across 13 source files, recording 47 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 17.3 (Elevated pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

17.3
Adjusted Signal
17.3
Raw Pattern Score
100%
Time Factor
2026-09-10
Last Push
5.9K
Stars
Shell
Language
4.7K
Lines of Code
13
Files
47
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 23.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 27 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 45.2/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 60.3/100 · HIGH

Which changes need focused human review? 47 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 0MEDIUM 20LOW 27

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 47 distinct pattern matches across 5 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators18 hits · 54 pts
SeverityFileLineSnippetContext
MEDIUMsyno_hdd_db.sh3#--------------------------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh16#--------------------------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh398#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh662#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh752#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh944#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh1436#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh1714#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh1920 #------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh1934 #------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh1949 #------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh1963 #------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh1969#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh2271#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh2330#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_db.sh2785#------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_shutdown.sh3#------------------------------------------------------------------------------------COMMENT
MEDIUMsyno_hdd_shutdown.sh8#------------------------------------------------------------------------------------COMMENT
Redundant / Tautological Comments24 hits · 20 pts
SeverityFileLineSnippetContext
LOWsyno_hdd_db.sh375# Check if script is running in an interactive shell or from scheduleCOMMENT
LOWsyno_hdd_db.sh379 # Check if running via task schedulerCOMMENT
LOWsyno_hdd_db.sh799 # Check if we re-enabled drive db auto updatesCOMMENT
LOWsyno_hdd_db.sh1189 # Check if is NVMe or SATA M.2 SSDCOMMENT
LOWsyno_hdd_db.sh1625 # Loop through array of drives in db file checking for duplicatesCOMMENT
LOWsyno_hdd_db.sh1627 # Check if more than 1 of each drive in db fileCOMMENT
LOWsyno_hdd_db.sh1793 # Check if db file is new or old styleCOMMENT
LOWsyno_hdd_db.sh1980 # Check if section existsCOMMENT
LOWsyno_hdd_db.sh1985 # Check if already enabledCOMMENT
LOWsyno_hdd_db.sh2122 # Check if script is running from task schedulerCOMMENT
LOWsyno_hdd_db.sh2194 # Check if dtc exists and is executableCOMMENT
LOWsyno_hdd_db.sh2316 # Set HDDs to writemostly if there's also internal SSDsCOMMENT
LOWsyno_hdd_db.sh2454 # Set mem_max_mb to the amount of installed memoryCOMMENT
LOWsyno_hdd_db.sh2504 # Check if nvme support is enabledCOMMENT
LOWsyno_hdd_db.sh2519 # Check if we enabled nvme supportCOMMENT
LOWsyno_hdd_db.sh2537 # Check if m2 volume support is enabledCOMMENT
LOWsyno_hdd_db.sh2554 # Check if we enabled m2 volume supportCOMMENT
LOWsyno_hdd_db.sh2596 # Check if we disabled drive db auto updatesCOMMENT
LOWsyno_hdd_db.sh2615 # Check if we re-enabled drive db auto updatesCOMMENT
LOWsyno_hdd_db.sh2644 # Check if we disabled drive db auto updatesCOMMENT
LOWsyno_hdd_db.sh2661 # Check if we re-enabled drive db auto updatesCOMMENT
LOWsyno_hdd_db.sh2718 # Check if we edited fileCOMMENT
LOWsyno_hdd_db.sh2755 # Check if dhm_tool needs updatingCOMMENT
LOWsyno_hdd_shutdown.sh369 # Check if package is on NVMe volumeCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsyno_hdd_db.sh1644# Create a backup firstCOMMENT
Excessive Try-Catch Wrapping2 hits · 2 pts
SeverityFileLineSnippetContext
MEDIUMsyno_hdd_db.sh1669 print("Error occurred: {}".format(e))CODE
LOWsyno_hdd_db.sh1668except Exception as e:CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsyno_hdd_db.sh1#!/usr/bin/env bashCOMMENT
LOWsyno_hdd_shutdown.sh1#!/usr/bin/env bashCOMMENT